Using high-dimensional machine learning methods to estimate an anatomical risk factor for Alzheimer's disease across imaging databases.
Ramon CasanovaRyan T. BarnardSarah A. GaussoinSantiago SaldanaKathleen M. HaydenJoAnn E. MansonRobert B. WallaceStephen R. RappSusan M. ResnickMark A. EspelandJiu-Chiuan ChenPublished in: NeuroImage (2018)
Keyphrases
- machine learning methods
- risk factors
- databases
- high dimensional
- statistical methods
- machine learning
- clinical applications
- cardiovascular disease
- medical images
- machine learning algorithms
- machine learning approaches
- medical imaging
- high risk
- computer aided diagnosis
- ensemble methods
- anatomical structures
- disease progression
- risk assessment
- risk management
- image analysis
- knowledge discovery
- learning algorithm
- data model
- data warehouse
- learned knowledge
- data sources